Termination From Substance Use Disorder Treatment in the United States: Residential and Outpatient Settings.
Stenersen M, Thomas K, Struble C, Moore K, Burke C, McKee S. Termination From Substance Use Disorder Treatment in the United States: Residential and Outpatient Settings. Journal Of Studies On Alcohol And Drugs 2022, 84: 476-484. PMID: 36971734, PMCID: PMC10364786, DOI: 10.15288/jsad.21-00221.Peer-Reviewed Original ResearchConceptsSubstance use treatmentTreatment settingsSocial determinantsUse treatmentSubstance use disorder treatmentLikelihood of dischargeMental health diagnosesUse disorder treatmentCriminal justice referralOutpatient settingIntensive outpatientResidential treatment settingsMultinomial logistic regressionCurrent studyDisorder treatmentLogistic regressionHealth diagnosisTreatmentWhite counterpartsNoncompletionUnited StatesHealthSettingOutpatientsDischargeUsing machine learning to predict heavy drinking during outpatient alcohol treatment
Roberts W, Zhao Y, Verplaetse T, Moore KE, Peltier MR, Burke C, Zakiniaeiz Y, McKee S. Using machine learning to predict heavy drinking during outpatient alcohol treatment. Alcohol Clinical And Experimental Research 2022, 46: 657-666. PMID: 35420710, PMCID: PMC9180421, DOI: 10.1111/acer.14802.Peer-Reviewed Original ResearchMeSH KeywordsAlcoholismAlgorithmsEthanolFemaleHumansMachine LearningMaleOutpatientsTreatment OutcomeConceptsAlcohol use disorderHeavy drinkingTreatment outcomesInvasive assessment methodsOutpatient AUD treatmentLast monthOutpatient alcohol treatmentMultisite clinical trialAccurate clinical predictionsHeavy alcohol useSex differencesBi-weekly sessionsAlcohol treatment outcomesPatient characteristicsClinical outcomesClinical trialsClinical dataStratified analysisEffective treatmentPsychiatric disordersUse disordersAUD treatmentSubstantial sex differencesAlcohol treatmentFirst month